{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DeepTCN model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is an example of probabilistic forecasting using TCN model that very close to DeepTCN described in https://arxiv.org/abs/1906.04397"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import fix_pythonpath_if_working_locally\n",
    "fix_pythonpath_if_working_locally()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from darts.models import TCNModel\n",
    "import darts.utils.timeseries_generation as tg\n",
    "from darts.utils.likelihood_models import GaussianLikelihoodModel\n",
    "from darts.datasets import EnergyDataset\n",
    "from darts.utils.missing_values import fill_missing_values\n",
    "from darts import TimeSeries\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "logging.disable(logging.CRITICAL)\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable noise series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "length = 400\n",
    "trend = tg.linear_timeseries(length=length, end_value=4)\n",
    "season1 = tg.sine_timeseries(length=length, value_frequency=0.05, value_amplitude=1.0)\n",
    "noise = tg.gaussian_timeseries(length=length, std=0.6)\n",
    "noise_modulator = (\n",
    "    tg.sine_timeseries(length=length, value_frequency=0.02) \n",
    "    + tg.constant_timeseries(length=length, value=1)) / 2\n",
    "noise = noise * noise_modulator\n",
    "\n",
    "target_series = sum([noise, season1])\n",
    "covariates = noise_modulator\n",
    "target_train, target_val = target_series.split_after(0.65)\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "target_train.plot()\n",
    "target_val.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ab7e37a5c58949889a3ab0210c9db5d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: -20.0262\r"
     ]
    }
   ],
   "source": [
    "deeptcn = TCNModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=20,\n",
    "    kernel_size=2,\n",
    "    num_filters=4,\n",
    "    dilation_base=2,\n",
    "    dropout=0,\n",
    "    random_state=0,\n",
    "    likelihood=GaussianLikelihoodModel())\n",
    "\n",
    "deeptcn.fit(target_train, \n",
    "            past_covariates=covariates, \n",
    "            verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = deeptcn.predict(80, past_covariates=covariates, num_samples=100)\n",
    "target_val.slice_intersect(pred).plot(label='target')\n",
    "pred.plot(label='forecast')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X7kUO8HRaNvxA2ATKK8+6desqpZWtLGRRnlbhKeljlmUNB3AagFUA+tm2XVh2vBqADwHUBFAE4HLbtuXLIMohjj32WGzfvh3btm3DoEGDpGmfffZZLFy4EK+99poZ9OOMRChQPALEU6AIWPMWPah98cUXOP/88wEA//3vf3HPPfck3IRHEyjZPaUjqAc1kNMwfclABLo96aivothsNGgn8vT0dHz77bfC1WakD6oSqPnz56NevXqOWf/000/n5kv3kYULF7rO6ai5quOjDoGi+6WqQu2Vls4z2TcW9lSgLMs6DkCubdsdASwC0Js6fQ6Av2zb7gzgDQDXhVHIRIOsrvjf//7nmXbw4MEYP348/vzzz5BLZcAiSAWqtLQUW7Zs0XLIJpCZm9g3Kjr/c845R6uMonLoECgvVVVVgdq3b5/zWWerCONEbhArdPo9TaBEaUWTfVpamnSlmQ6BWrNmDU488UQ0bdrUuYYoDAHdnx566CGX6dGvD5Ss3+m8iKqm1fGBCjtOXZBQMeGdBmBa2eepAGgNcxkAsjShNoD84IqWfNBhw36XgvJg2zYeeuihqOXy5R2yaLh+QHe8WAnUjTfeiHr16mH69OnSdLznLFOgWAJF/551mOzYsSOefvpp6fUJypMCZTYTNggSfgmUqO2z+dEKlAwkPxUCxSpJe/fu5Y5J1apVi+oj9Aq/MEx4fpX8oBQo+lyyvzipmPBqAyBRv3YAqEOdWwqgjWVZfwNIA3Ay+2PLsvoD6A8AAwcORLdu3WIqsAoKCwuFgQtjwf79+5Xz3bJlS2BlIFsBZGRk4Lrr5CJfWHUPGiNGjMCIESPwxhtv4KyzzpKm3bJlC2rUqOHa0oCHDRs2OJ/z8vKUJ3ze/Ro7diwAuJREXjpeFPKSkhLnLXHv3r2u37FlIo6naWlpUfn/+OOPru+y50qf27x5szQt7fuxdu1a6UqXTZs2udLWqlWLm27lypXO5x07dkivn5+f7/qs0l6Lioo805WXth8GUrnudHvatm2b9D7Q/X7Dhg3ctHRAzKKiIkddJW31k08+waJFi/DZZ5+5NiMn6dLT06PyZQkEHYwzLy/P1c9olJSUOC88nTt3xsyZM/G///3PyZ+uj1dfognUunXrhIIA7Yvl1e/o8Ux2fTZwaF5enlD9pkluRkaG9PrxaPe5ubnCcyoEajsiPk4AUAsAHa3ragBzbNt+2LKs3gAeAPBf+se2bY8FMLbsa7ibcJUhLy9PWmm/qFGjBpo0aYKHH34YHTp0QPfu3YVpc3NzAy/D1q1bPfMMq+5BY8SIEQCAkSNH4uqrrxamW7t2LY477jgcccQRWLx4sTTPOnUOcvsGDRpI7wPti6R6v3jpRE6OhGhkZ2e7fscuCyZlTktLQ25urssPikXjxo2Fb8H//vuv87lGjRrSOtFRkevWrStNSw+QDRs2dDmN0qAHsaysLOXr165dW+n+V65cucK0/TCQynWnA1xWr15deh/o/lOnTh1uWtZsTV7cGjZsiNzcXFx00UUAIuPBNddcE/X7jIyMqHzZlz/6paVBgwYuIkSjpKTEKfOjjz6Kzp07Y8OGDU7+dD45OTnSutMESjY+1qtXz/VdtV3J+jL7otmoUSM0btyYm5auU+PGjaXXT3S7V9HFfwJAJIIeAOjX4jQcNNvlI0Kwyg1KS0uxaNEiZXNbeno6vvnmGzz66KPo0aMHNz86rQxr167F7bff7npzL+/Yt28fnn76aSxbtkz5N14S7cyZMwFEAsx5IRF74fHeomRhCEQmPJKuR48ewtgrMvMEXR+v9kzfG6+0quY2v07kxgfKIFbomPBU2j59vLi4WBjGgFVwdEx4dNTw3bt3O6SNzbOkpMS5fsOGDVGlShVs3brVCWdA1yeoQJrx8IEKyoSYaHgSKNu2fwew0bKs2QDaAvjEsqxXy06/C+Bcy7JmAHgMwIiQyhkK3n33XRx11FHo27evUvqMjAxpuHx6MvV68L1798YLL7yAc889V62wSP5JZNiwYfjvf/+LY445JrA8dYhOGGEMvMAbhGMhUJUrV8aZZ56pfC36mirpYkkru6e02SMMH6hkb/sGiYNfAiVKy7ZPOowBjaAI1K5duxx/UHa7GPr6GRkZjjpEfq9DYFT9lXRImV8fKNWYUclOoJTCGNi2PZg5NKDs+A4AZwddqHiB+Ll88MEHeP/99z3TZ2RkSIME0s65Xh2Z7C32zz//qBS1XIDUSbSpZtioCAoUEPF5mzRpEvdaolVAdH10yKPXKjzVe6rjzGoIlEGQ8PvipEKg6O9sG2R9B3VW4dHxqj7++GO88cYbACKmf3qVXWlpqYvA5eTkIC8vD9u3b8ehhx4auhN3UE7kOnvh6RC4RCOll7boholPT08PjEAFtdVIPPDJJ5/gqquuCmUVoNfEmOwKFI+A0Ct3/BColi1bcq8lU4vCMuGpDqY6g66JRG4QJMI04QFiYhSLAkWPpYMGDXIWq9B+nASkTunp6Y5vJfEp8tM/vdLqKEBhKFAVyoRXkaFLoIJUoPxM4Il6C+/duzcmTpyIiRMnJuT6qkiEAhW0CQ8AmjRponwt+poq6WJJK2vTOvfeKFDB4pNPPsFjjz2W9G/rYSFoEx57nBCoIH2gRC+jrAM3m29OTg6Ag1vW+CVQYfhABbWVC5022dt0cu/UFzJ0w8Snp6dLl9LrECgCnYkh0ZOI195RYZDC8qhAyQgU2354BKphw4bcayWzAuU3Ho1xIo8dvXv3dv57hQSpiGCdvmVQIVBs+1VVoHRMeCLTOW+VK61AEQLFU6B0glOWlzhQya5AGQKlAZZA0UtMAX8ESic4Z7JPIol+Wwi747HP+8EHH8Ts2bO56WJRoFq0aIHWrVtHhW0ISoHy6wOlqkB5tQNVBYrOJ9nbfjJAZW+3ioigTXhsm1T1gdJRoOhYRzR4BIrO168JL9l8oFTJXqLnFC9USBPeuHHj0LlzZ9f2Ejz4MeHRYDsB/V11Ak/2vX5o6KzIiNc1adCD56hRo6Rp/UzI7Ia9jz32GGbMmMFNq0qgeOaBSpUq4a+//sKpp57KTSu7HltOHvySrTAUqIriTJoMKE9+lUEiFhNeSUkJvvjiC1cgS7athekD9cQTT7jiIXkRKNaEF7YTdyIUqPK0Cq9CEqhHHnkEs2bNwkcffSRNp6tAZWRkuB4uu9os0QpUaWkpfvzxR2mohVgQxiQWpLJAd7YJEyYEfl2abPAikNOIhUABEXLPrrhLtAkvDB+oivImmgxQGXPGjx+Pr776Kg6liR9iIVAff/wxLrjgArRv356bBlD3gZKZ8NjfkrRVq1bF6tWrnePt2rWL+m0QCpSOAqRDYPwqYBWl31doE57XzVdRoFgzQiIJlBc+/vhj/N///R9atWqlFHgyaCSTAqV7DZ6vEuvoSbY1+PPPP3H44Yd75gl4EyhyDR6hYxcsJNqEF9Rbq6oJT0fVMvBu/xs2bHC2gkr2iUkHdL11Xx7mzZsHILIV0ezZs9GxY0ffPlAyBYoF6fcZGRnIzMzEl19+iYKCApx8ctRuaFwFKsxVeH4VqKCcyI0PVJLAa+80FfLCDuLJrEBNmTIFALB06VLlPHVQnhQoL7DxYFgyLSJQp512GlavXo2HHnpIKX+/ChQpA3t9r+t5pQPKjxO5H2fzVIbXmEOiV1c0xKJA0SteO3Xq5Iq7RBDEKjwWZGwh4w4JqEzv68fLV7YKLwwn8rACaRoTXjmAF4FSeTjsZEM/XHZA0unIBEEqUKpb0oSF8qRA0c+VvIV65VVUVOTI7aNHj5bmH4QCJTIRyK5HyilDMpnwKsqbaDLAq/3r+nyWF8RCoHh70Kn6QInupx8CJfstKXNaWlqUCa+8+EAZJ/JyCFnMJkDtQbHyMJ2O9TUKm0B5qTWJJlCJhs4kS6f98ssvo87zyArtU8d7U6RBnn8sBIodTFVNeDqTSCJMeKpqVbwUqN27d2P58uWh5R8veN13XZ/P8oJYCBTZQkWUBhCvwhON3bomPJU8Sb7169cHAHz77bcoLCwM3QeK3QJGlkcqhjGocASKflBeCpTKmzDb4ej8zznnHGlaFSSKQM2bNw9du3bV2komjFV4YcWB8gL9rJo3bx51Td69lC0TF63Q9Bp0gyJQOgqUX7VKdn/9buWiasILcyC9+uqr0bJlS8yaNSu0a8QDXu2fbk/JPjHpIJYwBjSBIkEs/fpAEQStQNHnWrVq5Xx/5ZVXQveBAsR9NBYCpUPgkhkVjkDpbDdCpxVNJHScH1aBYuVfegBOdgLVsWNH/PDDD+jVq5fybyqSD5RMfRSpMrI3eHYTUOIfx9ZPFFAvngQqDB+osE14YQ6kn376KQDgvvvuC+0a8UCQeyCWJ8SiQNF70m3fvp3rA0UQJIEi91+XQNHjzLvvvut7FVwQZMsvKdK5PvlcUFCAdevWCX+TKFQ4AkXHfvLqTF5O33v27HGpTCRuiAjDhg1zPqtO5joEatq0adLzOgSK1H3z5s3Kv/FCefKBktnuRSRcVhaWQIkUKFE8GB6BEi195sEvKSovTuTxUEx+/PHH0K8RJgyBis2EV1RUhL179wrbpFcgTQKVMAZkfGDz8DLhAcDgwYMBAIccckjoTuSytLGQsg0bNihFgifX6Nq1K3Jzc7Fo0SLhNRIBQ6DKwJtI2Fg/rAJFg72W6mSus0nqb7/9Jj3vxwcq2SVSHdAdr1mzZsppRZI9C9kzFSlQLHQIVDwUqDAikQelQPnZM88PWrRo4Xwuz8EoU5VA+d3KpaioyKVAAZHtquKhQJFrsHl4KVAAcN555wEAVq9eHYoTtyoxisWE17NnT5x99tmeaWfOnInXXnvNebmZNGmS8BqJQEoTKDayNMFvv/2GU045Bd98801UelGjYTui6kC8cuVKpXQqCNuJPBFky68CdfTRR0vTyiZ8kQIlIkUAULt2bdd3VQVKNpH5dSIPywcqDCdy2fOlI/uH2fbo6+zevTu064SNIBcPlCcE6US+fft2YfsN0omcwI8C1bZtW6SlpeH33393rQQPywdKxT/YK09e/50+fbpnvosWLcINN9zgfLdtW3iNRKDCESjVBgWICVS3bt0wb948J+gcAetEDhwkbKxapfMm+/PPPyunlcHPoKgzMSXCiTyM1V1e+Yruo2xyZaOG6xKo8uADFYYTuSwtTWTDVKDoly4SX6c8IlUVKJ1Ammz8N/LiS16AZAQqSAWKQNcHCgDq1KmDo48+GgUFBa6FLfEmULEoUDLI8vn4449D22nDDyocgaInOa8BhffmsmPHDuEDKiwsjGoIhLDFQqDmz58vPKczcYRhfgh7RYQXgQqKFOmk1SFQ11xzDf7++++oeqg6keuY8MKIA5XMkcjjpUAZAhUbHnzwQVx44YUJW9mnqkCxS/LpVXiHHnoogPgrUGwesvGQzrd79+5R5xO9Ck/HB0sGr74elOAQBFKaQPEUqMMOO0yYnkegyEq8WAiULNyCTj46HZfAq7HqyONhTHI61w+KbIlMeDxi8sQTT6BNmzZR9z4IAsUeS2YTXhhO5PFQoEpKSlymWdYUX57gdY90CFR+fj7OOussZ4WiDI899hgmTZqEX3/9Va2gAUOHQLG/IwSqadOmAA6uxONBNZCmzspineCmdL733ntv1PlEO5Hv2rVL6OYQlAIFJNdLTkoTKJ70K5MHDxw4wFWgCgsLMXz4cGHeXtAhULKG6IdA6agFYcj+5UmB4j1TIv2LyE55N+GxJg+VPMuTAsUO+GETqAsvvBCXXXZZKHkHSaCGDx+O7777DhdffLHy9WU+gmFClUDxXpSIBSE3NxdAMAqUzspqVQLFjgX16tXDaaed5jqmY0ILwomcPf7YY49F+YKqXM8rXxaGQIWIWBQor8lERKBef/31KIdznTfmoAhUkDGVCER+Yjz4IXBeUPXBYc+HqUCRwRaI7KYORN97USTy8rwKL5FO5GEpULT5DgiXBBw4cACTJk3C+++/H7pay4MOgaLvvSp0YvAFCb8EipCnatWqoUaNGs6xWH2gdAiUalqVzcYT7QMFiPtPkL62hkCFCL8Eqri4GNu2bZOm5xGovXv3cmNTBKVAsZNh0AqUjgnPa2IOg8DFQ4FSDaRJylK5cmXk5eVh48aNzrl4EChSrqlTp+KPP/4Q1kd3Kbdq2kQ6kYelQLFEwQ9x8AOVFbOffPIJnn/+eeU8gyRQ1atXV74uQXkjUIQ8V6lSBdnZ2QAi80cYPlCisdGvAgUcfHkjSAYCpZpnLGmTiUApPT3LsoYDOA3AKgD9bNsupM5dCqA/ImRsiG3bc0MopzJoAqXzJlxUVCTdqgMQK1D0jt68vL2go0CVlJQoddzS0tJACI2OAkVfT/X6QfpgxUuBSktLi3rmfk14OgSqpKQEa9eudYK7FhUVOW3B71YuiVagVE14YSlQbPvTIVD5+fl49913ceWVVwpNF6JrFRQUeO5N17t3b+c/cXKWIUgClZWV5Xk9Fola2afanlQI1J49e2L2gYqHCQ9ITgVKhCDJltc+pPGEp2RhWdZxAHJt2+4IYBGA3tS5JgAuAHCmbdtdEk2eAPf2KromPK8Hs3///qiG8Pvvv+ODDz6ISjt69GiV4gKQbxGio0Cp+quo5sden7dzuSgv1QlPh0Aliw+UyhumqgIl84Fij5WUlGD16tXO9z///JNbh6Acw3XShrEXXjwUKLasOgTqqquuwu23346rr75aKT1LoGSgTYuqfckQKP8EitQ3LAVKBFWypUKgdJzIw/CBkh1XCYFz6aWX4rbbbhOmJWRzypQpSRMAWuVJnwaA7CEyFUAH6tzZAA4A+NayrImWZWUHXD5t6ESl9aNAsY3j/vvv50YI1wk5L+twPAVKhDAcvuk8vRxsdcx9BDpqRaIVKBEp4h0Lw4RXXFzsMhvSUrZfVUk38KBKujCcyJNRgSJ+j19++aX2tbwI1Pr1653Pqi9DxoSnR6DICyGtQI0bNy5mH6hY4kCJUJ5MeLx26JV2w4YN+OCDD/Diiy8K55levXqhRo0aWLt2bdKoUCpPrzYA0pt3AKhDnWsIoB6AbgBuAjAQwFP0jy3L6o+IiQ8DBw5Et27dYiyyHLQf05YtW5CXl8dNt3XrVqxYscL5vn79esevpHXr1li8eHHUb/bt26f14PLy8vD999/jq6++wuOPPx4VbJFg06ZNwnKyGyiuXbtWmA/91rpkyRJnd3EZSkpKhNcm1yPYuHGjNC3tQLh69WqlQXjfvn3SPOnnmZeXJx34aUKxf/9+ab70YL99+3ZX2g0bNnB/Q5xOefeMdZ4k33ft2uVKy/rZkWfGy5NV/LZt2+YKFLt27VrnN/Tq0QMHDkjrTufBlo8FTXby8/OFaXXuPX2vduzYIUxLk8WioiJpnkCEFHilYUETFUDeF1lkZ2c7g73Kb+j7vnr1aulLBu3jlpeXF6U28CC7l4C7Xa9bt06aliaSqvfDa3wIC3Q/kbV91neGfE9PT3flsWDBAu7vN2zY4Bo3RGMRrx2KyKVsjqKRlpYWlY5tP7Lnz45pmzdvFqZlxyjRJr4in+HVq1dHkTvRnqsPPvggbr75Zixfvpx7nkZmZiYOP/xw/P7775g9ezZOOeUUX31eF/SioagyKfx+O4CaZZ9rAdjKnPvBtu1Sy7K+A3A/+2PbtscCGFv2NXTdjSYXNWrUEFaeJXJ16tTBgw8+CED89lVYWIg6depwz7E47rjj0KhRI1x11VUAgC5duuCmm27ipq1bt66wnGwnbdKkibB89BtR5cqVpQ+eIC0tTZqOHkgLCgrkjYl6m2rQoAFq1arleX1A3kBpU0KDBg2kaen7kpmZKU1L36vs7GxXWrIihwWpX6VKlaLyZp8JeWOsVauWK239+vW55eCVl91fr0aNGq63M7p90/fa65nSg1vVqlWV2gmvLjTo+vPuDw1abWPvvShPrzoBkYletS4EbP/SuR81a9Z0nsfatWuRk5OD1q1bC9PT24bUqVNHeh1awfZKS1CtWjVpOvr6smcJRPoaQf369aV+mgRZWVna9z8I0H05PT1dWAb2xZMQkOzsbNfYJVLycnNzXeO/SJmpXr16VBlEBDg3N1fpnvHGc3Yukt1/+mUEiIRfEaVlx7+GDRty04rq1LBhQ0fRE5WV4MMPP8Tjjz8uJGk0GjVqhNLSUvz+++/Yt28fcnNzffX5IKGiNf4E4Kyyzz0A0FuW/wjg+LLPxwNYgQRD1YS3cOFC4e82bdrE/Q3PiVyEkpISjB071vku8/tQNcvppFVVynR8kLxWP+j44RB4mRLi7QM1cuRIx3mXBalTLD5QrOwvcjbnXae4uNj1JimKk6RjlgvqnobhRB4PHygdE97atWvRuXNndOvWDaWlpa6Jpn379jjyyCOVr+VlKtRZFEDg1Zd0THh+opaXZx8oskEvAAwZMoT7ey9zvOy4KK2qDxTPTzYWE14QQTdFx3VMeKTNqKysy8nJQaNGjQCIrQTxhieBsm37dwAbLcuaDaAtgE8sy3q17NwfANZYljUDQD8AL4ZXVDX43cGd/t0LL7zATcNzIhehpKQEX3zxhfOdfqPTacw6caDotGEQqKB8oHR8QeLlA7Vx40YsWLAAd955p2f+Kj4OqqvwZASK50ROm5xoU5hfAhUU2QrDiZw2q4TlA+XlRE5Umzlz5uDQQw/FrFmzMH36dOzatSvqLVvnWl7tnk6rSkyCXH3ph8CVZx+o+vXro2fPntLrqPo28UiRyNdJ1QeKR6BYBWjkyJF4/PHHub/X8YFSfcEPwgdKh0DVq1cv6QiU0tOzbXswc2gAde6+QEsUI3ScyGkUFxcjJycH27dvx+mnny5MozqYlJaW4oQTTsDUqVMBQCoR6yhQqgRKdcNFHYdj2ofDK63qtiNegQvjoUCtWbPG6ZgqZQnSiVyWJ5t29+7dLlIucrLWcSbWuU/xdiKnCVQiFKhXX30VN954I959990oH478/HyhqVflWl5kIwwFyO9Cg/JIoBYtWoQ5c+bguuuuc/qWSIEiSo5XKArVsDA8oiVSmlQJFC8dz4R2//3349Zbb40y/w8e7J7CdYjm5MmT0a9fv6iVmUEQKNJmVHYAqFevnlOGZCFQFS6Qpo5iQaOoqMhpODKHTTLAynwdgEgjpJ246QHLLyki+YqgQx5JQ9Qxt3hNYn4IlJcpIx4K1Jw5c7hpaFmfzp83QPL22QJiU6DYtEuXLnV9TyYFSodA0YsdEq1AyQjUjTfeCAC4+eabo3zcNm/ezCVQqnux6RCoRJvwyhOBIp/btm2LG264Ae+8845zTmbCA7wJVCwKVDxMeAQ8h+1Zs2a5vusQqNtuuw1XXnllVDpR3+W1F9u2uWnLuwJV4QiUXwWKJlAqYQXatGnDbVQEJSUlQkIRDwXKa8KhBwvZYOp3k9gwCFRYChRvcKpcuTLatm3rOiYjOyzCUKDYe+pXgfJ7n4KKRE4rmbI8E61AEeTm5kaly8/P505+MkVVh0BVVBNeSUmJ0mRZWFiId955J8r5mQde2yP/v/vuu6hzBCyB8jLJJlKB4o1RoviBohVvNHR8oADgs88+U0oH8Pv0k08+yU2rQ6Dq1KnjEKjp06cnRSwoQ6Co3+kQqIyMDLz11ltCJswSKHrA8uvXRPJVSes1idHXlHU4vwRG1dyjY8Lzo0CJIgvTZeANYllZWUKykygFip30gnAiD8rcp0rKSktLXQRKllY1XSzg7SjPonHjxlHXz8/P55IQWXvW8YEqjwqUCtHr2bMncnJyXAFheXjuuefQt29fdOrUyTNP2RhF+wyK2hBZYegVdkVVgYoXgRL9VoVAjRw5UqgKqRITHROeCKQf6DqRA+rx18JEShGoqVOnRsV9odPSBGrcuHHo2bMn2rdvH5UOODjhNWzYkJtfIhQoHQd6Oq2s8fpVK1QVqKKiImVlQ+etvaSkBKtWrUJ2djb69+8vTcsbnA4cOKC8PYtXuWnE4kTO3tOpU6eiX79+2L17txaBSqQPVEFBgTIp1lGg9u3bh1GjRuGff/6RpiNl+Pnnn119noD3QpSTkxN1/ffee487gLObE9PwuwovKB8oHVXLjw+USjlJ8NHJkydL002fPh1AJJ6dF2QEaufOnU6cIFEbIv0/KALFI0uxbjzMI0uxEKjffvsNJ510Evec6stKEASKtC0VH6hatWq53GLGjx+vfJ2wUKEJFN0QFixYgHPOOQdNmjThNhBWgbr++usxefLkKDszbyk7bwIuLS0NhED5VauCWgkVtgkPkE8mdJ48dUCUtqSkBK+99hoA4LXXXsOkSZOEZeA9v7179wodw4NUoGIx4c2ePRsTJkzAk08+6duEF+9VeOxCBFUC5dX2xowZg2eeeSbK7MrD9ddfj/bt2+O5555znhu5/3PmzMEZZ5yBH374wUlfqVKlqOdLiAALvya8DRs2CPfxTIQTedg+UCL/HQK67bMhZ1jICPncuXNxyCGHoFWrVsKAi6oEKtlMeKI8VQiUDLESKNX2QkNFgapZsyYyMjIwYsQIAOoLpcJEhSZQdGeiI4vz5GORCU9FhVi0aBHGjBnjSicz4flVlUi+Iug4fKuqAH5NeGEQKJ0wCiUlJa4yXHjhha63XhUSobqyTlaWME14BIsWLSo3caBokgAER6BUAvERTJw4EUBkv0py3+jNoWfMmIGuXbs63ytVquRc32vC80Og1q9fj8aNG6NLly7ctKoTUlg+UKqKQlgEavjw4dK0KmPUsmXL0KFDB+65eChQot+GQaBEcQxV8fbbbyul0/GBkuHPP/90ykz3ARakviTcRCKi3rNIGQJFD9y8GEm6PlD0hHfYYYdFRRkPyoSno0D5NeEF5VelSqDYOskmHR0Fip3E2UnijTfecD7LJqh69erh7bffTnoFiiAWE15QalUYCpTOhrrNmjVzPqv6cNBx3WRR8zMzM510IpM9gcyEJ/KB+vjjjwEAv/76q3Ms0WEMwvCBkt0bFnTbZ5fks2Dbnq5zcSIVqDBMeLESqH///VcpXRAmPAC47LLL8OOPPyItLQ1jxozBiBEjogQJGiTy+Lp16xLuSJ4SBGrZsmUYNGiQc5xHoFgfKAK/fjBhOZGHYW4LikD5NeGpTsy6ChS7OfSMGTOcNKJn06dPH2zatAlXXHGFllokKkuQCpTonu7Zsycuq/BkaVXJDru/n6ysOgtC6BVUqhM+vbOA7KWJJlBnn322NE8/ChRvwgrDBynRJjx67zQvMkX3BxGB2rhxI3r06IFly5Y5x0pKSrQ2hAYOEijRHqMEsTiRi8iOap46TuSxEihVECWXha4J799//0VxcTG6dOmCo446CnfeeSeOOOIIYfrs7GzUrFkT+/fvx/bt27WuFTQqHIHimabat2/vutG0fwMBPaDQndevGUekQJWWluLZZ5+NSiuCXxNeUApU2E7kgDqB0lWgWLNOfn6+42QsKuvRRx/tPFsdBUpU7lgUKPaYaNL7888/8b///S8qTxFUyZZIVeOBJg467VlnsYEMflbf7t+/37mGrD/TBKp69epR8bhoyCZvlkCVlpZi5MiRmD17tjRtIsIY+CFwXgSKJk1eBEpFgRo2bBimTZvmOlZcXIyZM2d6FdUFQkRk5c/IyFBWoFSdyDMzM5Xz1DHhTZs2Dccdd5wSkfTjr0Tw0EMPcY/rKlDEOmRZlnPMa4wlJvdEx4OqcASKN5CySgRvqxbSedgHFxSBIgPWlClTMHr0aFfaoBQoVcdwNq2OX5Vq/JBkUKB4fjGkw4lIxGWXXeZ8DmIVXjwUqJ07d+LDDz90vnuZMfz4NXmlVVWgdEiZTggLPwSKVqDS0tJw4oknctOlpaW5iFbLli3x+uuve5aZBUug5s6dizvvvBPz5s2LSlNenMj9xrYKgkDx1L6SkhLh8nwRCDmRPTtRzCUeVE14qv5PouvLfv/HH3/giCOO8LzPXrtL+IEugSKoW7eu89lrjCVmPJU4YWGiQhMo0UBOdzzSOUUEioUqgWLJBinXmjVrotLGW4FiJ9gwVgHqECjV6+u8NZeUlHDfTsgKFd4EddRRR6Fly5bO8Vh8oILYC0+UVmXgVSUx8SZQOuSZfZ6qbc9rAKfvH02gvvnmG5xxxhncvNnVeo0bN/YsBwu6PgcOHOCmJW2xvMSB0gnNQNefNeWyoNu+qL3n5ORwr8G+MHuBkJPzzjsPPXr0kKZRgaoTuar/E8C/B16/X716NV599VVpGnZRRxDwS6Do4M5eY5whUCFB5020atWquP766wEcHFC8CJRfHyjyO97qk3iHMYjFiV11cgxDgfKaSNj6895QeQSK5NuiRQtX2niswtNxIidtVGUPNtX7rzrhe6UNW4Hyylen39NbNdHEqF69eujdu3dUepq8kWdCgi96lZkGq9bw8iBttrw4kfuNbeWljNB5ie6piEDpLm8n5Khq1arO3qUsdNSiZFCgCLwClnoFMvYDv2ZBHQJF4kElOpRBShOoSpUqRdm/wzbh8RqGThiDIFbhVVQCxSoW5LennHIKLr30UgByBYp99jqRyEVl8SJQBDoKlGjy5pVVVjb2syydV9p4EKigHM7pe80SI54jMd2XyW+PP/541K1b11lSrXJtlkDx7hMhDn58kHRWXwblA+VXgfIiUCqKIm8sjUWBijUNQTIRqOeff15qWlUl5zz4eYmQgSZQXuoaMffRCxMSgZQnUORBBW3CEylQNOMnb8IlJSWYN28e13bvl+wEFVvKr7ktDBOe1/NkFSjyfebMmc6WEKNGjcJ//vMfV+A2XnBUQM8HSnS/YyFQout7LbcG1AmUqmO4V9qwTXheaWNpJ8DBey1SiFkTXt26dbFp0yZXaAyva6sQqFgUqCAJVNgmvCAIFO96xcXFnqvQ2H3ZgiZQqk7kYZnwDjvsMNd3UdBXILod6IQFEI1DfgkUbRZn63vFFVe4vtepUwcAzCq8oMEjUEcffTQ3bWZmZtwVKNpp7/zzz3fyPOWUU3DSSScJfWkIRA1cx6/Jr1+VV9pkU6DI9/T0dNSvXx9AxOY/ZcoU7mTCDkixrMIT5aEzaIpMeEcccQTuuOMODB06VPhb1Ylc9jxXrlzp+l5RFCi6fCwx4pWd5wMFRJ4P+zxVCSFZhcfi3nvvdZULkJMdv/G/giJQOs7uOgRKheTzCFRRURH++OMPad4swWAna97YHqsJj6fWiPK87rrroo6pErCcnBwsX74cK1ascI4tWrRIWFb2mdH3vU2bNsLfyc6rEqjjjz/e+XzhhRe6dhFg7w3ry0UUKLMKL2Dw4i2R/1OmTHGlpQmUyIwjUgG8JlHRVi6EQA0ePNjxZaHLzA4Kqj5QYZnl/BKoZFAWyPeMjAw0aNBA+DtVBUpGnsNQoEQmvPT0dDz//PMYMmQINy+6rDyoPic6vg77OxZhECiddhIUgaIHdTq9KF6UyMzLg4oC9e6770aVUVUB0gljoLOZsWqddF5wdAjUtm3bYFkWXnzxRVcakeK1f//+KH9GgsMPP9xxQCZg1SVeH43VhHfffffh8MMPxzHHHOMcExGoMWPGYPbs2bjhhhucY6omQHLtFi1a4LbbbgMAvPXWW8KyighUZmYmWrduLfwdcDDsAJtO1eRMbwx81113uc6x9c3KynJ9b968OQDg+++/x48//qh0vTBQoQjUwoULXVu2kMZAOhovOJeXAkVUIgK/TuSkDIRA1axZ07kWPUCxy0pV1SK/DrdeaXWc2FUnZh1lwa8CRadNT093BVpkQdLGQ4EKikAB8sB/ontaWlrqMhXLnj27P5WquU+1jXjl6bedxEKg2rZti8svvzwqvcinTdRG9uzZgy5duuDcc891xYAjOHDggPDesyt4VRWoRMSB8kugvFbh0c/w5Zdfxq+//uoQAgKaQPXq1ct1jp6cafTs2TOqn7PkiNcXYzXhNWrUCMuWLcPtt98uTQdE1KrTTz/dZU5WDc5Jl/3ZZ59FnTp18NdffwnLyrYDeozzUsvJsz/llFO4efBA30daCWRN516Kn2VZuPPOO9G5c2fhpsjxQIUiUHv37kXr1q2dyZI8SDK406tvCLx8oG688UZ88803aNq0qStPXid7/vnnnc8sgSLEiPyvXr26kwc98HhFalZVoMLYX08nrY6yEIYPFGuWO/bYY6W/BbzVBZ4Zhz3HIkgCxaqkKlsOsWDNckGtglN1TI/FhCeboGNVoOh7+eabb0alFz17ngL15ptvIjs7GzNnzsTkyZPx999/R11XZMIDgHnz5uHuu+/m1o1FWATKjw9UWCY8Ub5kXL/22msxbNgw17Mgq7RYHHfccVHPLB4KFO+cF0mgCQwvzxNPPBGNGzd2/IHYdJUqVXLFtQOi/ZZEBCojI8OTQJFnxM6rvP5HAl/SLyfp6emYMGECBgwYgHbt2rnS0/dG5B86YsQITJgwQWlRTVioUASqXbt2+P333/HII48AOPggyZsK+6DT0tI8Faj09HR0797daaQyAnXHHXc4b+0sgSLxNsiyyzp16jjXogcovwpUPPyadNKGYcLzo0CRQSAzM1PqC0CnJRCpjPFSoPyajwHxPWUJuk47CWJlnx8THk+pZaFDoHg+YPS9Zic22gdKxYR3zTXXuI4RfxSRCa9r166u0BTt27d3VosCiVGg/PhAhWXCo+/xwoULnc9kXO/cuTNq1arl6r/E55FFTk6OLwKl4wMlIx70OS+C4kWgqlSpgjVr1rhMdOyYwZqkH3zwQdd30byhokCRtCyB4b0YkD5Jp01LS8M111yDV155Jap+9LVl1p5EkiegghEoIHJDyWDEEqiqVati3LhxrvRePlAELNkRPVR6ZR1PgSL78NWrV8/Jgx7MvHarD8IHKh5kKxl8oAD382zdurWzGo8HLx8or+MqaYNUoGQQ3StynLT7eCtQ5BwZIHnX//zzz7FixYqoQTcoAkWQlpYmVRXpMuua8Gi8//77uPzyy11bSNEEKi0tjauOEyRagQqKwAVBoGilgn0xptPRUa3pSTYnJyeKGLDkKF4KVKwEiqShy8amY01j7PcwFChe/yfH6LJ6bZ9EoPPCGm8kb8liAD04FxcXO521SpUqTuBMAi8Fipcn4K1OsE7khBiRGCV169blKlAnnXSSo6Cx50i+PMTiGB7UJBq2CU9ngCZgB4F77rlH+HtVApUsPlAyeBEoMpCp3HtyPZnPDg0VBUpE4GbMmIFevXrh8MMPjxp0gyLaBDoESseEx+LDDz/Ee++9h1tuucU5RhOo9PR0KYFKtA+U6v5+QZrw6PtI3/N9+/Y5L6MyAkX7BzZs2ND57FeBEhGoM888M+qYKoHy6seqJEKm1rB+kmw7EzmRh0WgaDLrtYE3gc4La7xRoQlUSUkJVq9ejeLiYjRp0iRK7tu3b58ygWLNCF6TK8+EN23aNGffq3r16nEJFAA8/PDDzmdVAuM34KYsT53rs+cSYcLj5cMOArKJStWElygfKF45x4wZw03jRaBUVB2WbMkc02motBERgVqwYIGvsoapQNEmPBUFSuR/Q4P2gUpPT5eaIlQJFPvSxkIn5IBqfKd4K1BAxDl6z549UgJF9xE6jE2tWrWi8mP9gnQI1NSpU/Hvv//i9NNP516bhQ6BUlGg2HReBIptZ7E4kYtMeLw2KDLhiaBqwks0lAiUZVnDLcuabVnWRMuyolqSZVn3Wpalt4NjiCA3vLi42PF7OfLII6PS7d69WzmQZhAEit5nKScnh+tEziLRJjxVtSis5el+V1cRsIOAbKLy8m/xOs5DGASKPn7TTTdxt2sIUoHySqujKJJ2IiJlNMENm0DRq91kz5Tuyyo+ULyxhgW9Ci89Pd21OouFqglPJ60OgZJt96FDyoIiUA8//DCefvrpKAJF9/XMzEynT5133nnOcZ4CxW5WzFvVJfKByszMRNOmTZWJkSopYtOqkg02T5pA8Yh6EAqUig9ULCa8ck2gLMs6DkCubdsdASwC0Js5XwPAMbzfJgq0uY0E2jrkkEOc8+SBFBQUBO4DRR+nB3I24FeNGjW0nWOB5I0D5dfhWOf6fhQo9nnGW4FiISJwKk7kBLJBkkB0/9ntYFSek1daPwRKxQeLTLI6ahkAvP7668J0bFlEvk00dE14oo2GabA+ULfeeiu6d+/OTauqQAHxJ1B+FajCwkLMmzcPt9xyC3bu3ClNyxuTZ82aJVWgyKKRF198Ef3798eMGTPw0UcfoV69elH9nN1b8p133sE999yD//73v84xLx8oVd+mMBQoGdmgx4aMjIwoIhhEGAMVBSplCRSA0wBMK/s8FUAH5vztAF4KslCxgiZQZK8cep+dDh0iVWjTpk3gPlD0OdmAUqVKFV8KVBCr8MIw4emoSvFwIieIRYEKwweqfv36eOyxxzB8+HDPa6kqYDoEilV14q1AeZnweJOprgIlMmuyoBUovwSKZ8JTIdOsCS89PR1ffPEFRo4cidGjR7vSJrMCFQuBOuWUUzBmzBiXywIB/ax5/aCwsNCTQB1xxBEYOHAgMjIy0LlzZ2ejaC8FqmHDhhg+fLgrGKcXgVIlO0E7kQNyXyl6bKhataoygQraByoWE14yO5GrrM2sDWB92ecdAJygE5Zl1QJwjG3bw0hUUhaWZfUH0B8ABg4ciG7dusVUYBWQTr13717HvJGRkYG8vDwAkXhNL730Eq6//non7D9xTCwtLXXS0WC3YtmzZw83HRB54MXFxdi1a5ewjOvWrXOWlPP28yF5s5slbty4kXvddevWub7v3LlTWD42bX5+vjAtu9v1unXruA2aHWS3bNkizJNV4zZt2iRMS/tfyO45m5YgLS3N9RvZ5pP79u1zpWUDSRLs378/qhyiSWb79u1Raa+99lrs2bPH9YZbWFgYlU60zxN7fd6AtX79etdKJIKNGzcCODgo8a5LQO4VSbt7925uWqIUZWZmoqioCCUlJcI8ySpUkidblzVr1kT9hgy069atQ05ODjdflnjJ2gkNEi6goKBA+Ju9e/c6+bP3gCUwW7dudYUiOeGEEzB//nxunrxr9+7d23lGBLt27RKWjQ17snr1atfLIg06NAKvDdOg257q+FBUVIS1a9cKJ0Z6jzp64l60aFFU/nSkdF773r17t9Pntm/fHhW2QNRW2XIAkfvLI+d0m5L1E3Ke/p1XnwIi90uWJ/1sZWMfG5ZDNIY1btw4akzZvHmzKz2ZG0pLS6PMrOz1ycIoNjQKb+wnz5DOU/aMWGInS6fa1/2CjVxPQ4VAbQdAKHotAPSMegeAFyGBbdtjAYwt+6q+U2EMICyXDOgA0KxZM+dG5ObmOpuArl8f4Ya0bwbvhhEmTxh8zZo1hTeWECiZ2pGbm+tIx7wNTEnerINjvXr1uNdlJ5CsrCxh+VatWuX6npOTI0zLRvBu0KABNy07kGdnZwvzZIM5yq7PvlXKGrPI+ZP+jcz3gn2moomId29FpsE6depwy8yWo0qVKlHpRM7IsnvrdV1SJ/rNVJQX2T6BpOWVETj47GkCJcqTxFOjVQM67f/+97+o35Dr161bV5gve/+97g8BIZlVq1YV/qZSpUrOvahVq5Y07+zsbKcs/fv3xyOPPMI16e3Zs8f1LOg8WTKQkZEhvCb7kla/fn3XqjMaNKGWPSPAbdYSjYnkHI1GjRoJ/YXogI/0BFm9evWo/Om+zFP0CgoKHNLTrFkzVKpUyVUW0TgJuF+00tPT0bJlSy7po/tfjRo1pPeL7k+ydkpvKSVrc4D7fsnaHVnZDUQ/K5oYtmjRIqptsGMJuTeVK1eOellp0qSJ6z6ReYvNk1dWQqDoeyqrE2vCFaXLy8tT7uthQEUb+wnAWWWfewCgN55pCeB+y7KmAmhlWZZ4d9M4gl6FxzPh0QjaB4pO62VyEq3Co6HqAxWWCU/VPBOLCS/MMAbs8wzCiZz37EVbU6iaAWMx4fEQxio8r2dP+h27FQkvrciER2/FBLiD3er4CsrA81OU3dPp06crmfpIfqSO55xzDho1aoTt27fj6quvdqVbt26ds4eXVxuVqabxMOG98sorwufJHpflK+vnsrS8PLds2eJpwhOBNg9lZ2cLnylNyIIyt+n4QMniO4muzdaFJsJNmzb1NOHRCxvYOovG7TBW4dH11Wk38YbnSGzb9u8ANlqWNRtAWwCfWJb1atm5K23bPtu27bMBLLVt+/FQS6sImsCQt2PRXmhh+ECxxOjll1/mpuMF0mQRxiq8MNKG5QNFvy0mSxgDXhthA6B65aFyLRHZi4VA6TiRq4YxoAddUg+vCZeXZ2lpaRQRpX0xwiBQw4YNizrGA1HGvO49TaBI2lq1aqFWrVpRaZ977jmlPOfOnSt0B4gHgQKizf6xXt8L9LMWESh2iy5VAqWaTpXAsOeDciKnxyq/PlC0cJCVlRWTD5RoLmCvGcQqPN5vkxFK8elt2x7MHBrAScN3gkoAaAIl2saFIOg4UHRaMpjwfFF46WgUFxcjIyMj6TYTDmMVniqBincYA51VeKwJ0yuPjIwMzzhEItIfhAJF5HeVBQxeChTrDE1IBK+cslV4hYWFUeWm34R12pQM9AA/Z84cAN6DOdlCREeBousv28xa5XkuXboUJ554YtRxvwRGJ4yArIw61w9CgTryyCOxaNEiFBcXOz5dVapUwd69e30pUKrExEuBUiVGYRAor3AHV155JSZOnIjrrrvO5QcHRL/4ycIYiF7m2bLJLAx+CJRqWJJEIHnd22MAPeASYiSaOIOOA0WfE0WOnjJlCjdPGuTtSlWBSnQgzbBMeLRztqoCJdtvivUpo+E1SBIEoUClpaV5DibE70bl+ix497+0tNRx0iYESkX91FGg6DhosrQ8AsUzg6oqUKqTs8i86DWYkzL4JVC8Z0naospEwvOTBPwTqAMHDnD9zUT5iu59PE14zZo1w8KFC12r4wBxHCgRVJUlHQXKT9BLrzxVo3Z7jSPjxo3D+vXrcfTRR0fNg6yyKAtjoKpAicZ3Ns+KoEClPIHSNeH58YGi/TjuuecenHPOOa48eIPezz//zD2XyiY8VQVK9uYmM+F5DQQEvGevS6AAb3+AoBWop59+GrfeeiuAg06v9GonFqyPg9ezT0tL8yRQpP2S50BPuDwCtW/fPiUCpRM8k4egCNTYsWOVCRQ5pvI8RcQoFhOabPWSKoFin7MfBYp3T3kEikT7ZhX9WAiU7KUpbBOe1wsbPVapxkziPacqVaqgUaNGAKLnwbVr17q+0y+hbNpYCRSraqmGJzAEKs7wY8JTdSL3Y8JLT0/HggUL8MADD7h2w2bTHXPMMbjpppsAALZtu65HUFJSgj/++AMXXXSRa8l3WCY8VbUoDBNeUVGRr0Ca9LPmDVL0tgs0VAkUr42IfFRk7SRIBYrdk4t3T++9917nc+XKlZGWloaSkhJPc5+qE7mKAsUSKJrAiRzxg1SgZs+ezT3uNZiT5+OVbsuWLVzTBo8MExIbJIFil+jL0uqQrXgrUKxvHHDwGdCO0fSkTE/4QStQyWzCoyHbdofNE4gQqP379zv3m+7LXs7hqgRKpGqpKlA6vnPxRoUmUCUlJYEpULESqDZt2uDRRx91TYo8U1/Tpk0BHIyXw1OgjjvuOHz22We4++67neOJ9oHyGxxTlic7GPhRoHgDn6pjt45ace655yqnJQhSgfr0008xfvx4dO3aFcDBezVt2jRceOGFrqXOQKTdkwlCNOmxK2e8JnHaidyrnRCTFP2M40GgunTpwj0elAJFl0VVgVLJU5VAkfAsKml11CLV64dhwiMg95PuF3RfD1pZCsOEFzaBkgU9BaLnwb///hvVqlXDKaecAiBcBSo9PV3LB0q1zolE8pfQBxLtA8UjUCrpMjIyHHmaTHgyskE7BOr4QCXahCda+cGCJVCqChT9rHUIlMpqEl46AJgwYQLGjRsXtY1ILARKR4GqWbMmunfv7qgaRUVF2LlzJ3r06IFJkyZh8GD3OhB6gBSZ8cj99DL3+VGgCIHiKVDNmzd3/caL6MmupwqvwZycVyE7PDWb9yxV9uEjWL16NQYMGOCEPmDzIGCjasvShqFAkbh6PARFoOh7SfuG0ZOzTIGSrVqj4VeBCmoVnqoPFA0vBUo0D/7666+urY14CpRoLmD7hGhz8YyMDJcPqldfki34SRZUSALlx4TH/paFjg+UlxO5LB0JNDZ+/HiUlpZGDXJ0lOIffvjBiQQciwIVhFqkQ6DYiViUllVN4q1A6fhs1K5dG9dff31UEMRYTHgih3cVJ9UbbrjBtXR+woQJUelUFSgyYYnebnV8oNhnJCJQp512mnOcTJKyt+tYV+p4DeZeL1g0SDm9THg6eb799tsYO3YsTj/9dOzcuRMzZsxASUmJlgIUBoFin/Pff/8tzDMMAiVSoFTDGMheNBPtRB6GCU9GSmbNmuVSoNg5068CRZvwdAiUzF81WVAhCZQfJ3ICVQVKRab1SstToJo0aeKcnzNnTlSjXbp0qev7t99+67oWQbydyHV8oFQI1NKlS3HEEUcAiL5PXmX18+bGS0vXVXUwY9tZLApUWloaXn/9ddeWL17XJ21f5gtD0qkqUGTQEw3OfhSoSpUqIT09HSUlJc5zpftqs2bNnN8QBUy29D5sBYqUTUWB4hEongKlkyftY3f88cfjjDPOwEcffRT1THQIlKyPqpIt1XhRgN4LCa9sQREolTKxeSRCgQqbQB1++OGuc126dHGpRV4+ULphDFgCpVP/ZIUhUJoESmcVnq4JLz09HSeffLJzvlOnTlF7g7F+It99950rD4J4O5HHokDx8qQ3hCUDpmokch0FSmbuo8tFb9WgqirppBWl69evHwYOHOg6pvqGK0NmZqZT91gVKDYOFH1MlDYtLS1KhSLPNzMz06WeEQVKlUDxNlf2gtdgHgaB8lq4QoO+n2QrpFdeecXxmWTL6ZUHkNxO5H4UKFUnchqycUpHgVJN6+VeQEOHQKnWl86T57dJv/SHsQrPKFDlADomPLYRx9MHimfCS0tLcxyBgYPhDAjIAEUmmHHjxmHMmDFRy1GTOQ6UigJFE0UyYHqZaVRX4dHPTjZI0feQ9rUIQ4FSdXr1ur4qgaJNeF6+TUEqULS5j1XAyPPLzMx07a9FCJGqCU8WtFIEr8Gc9Du/BCpWEx7vGc2YMUNYTh5icSJXJVAqYTFUEKsTebwJlKqyQq8gDNIHSpVseOVJNnoP0om8Ipvw1FpZOQM9MAelQPmJA+XHiRyQB3skA2SrVq2cUAe33HJLVLrybsKj1QZyP8JQoKpWreqYR2QDgaoC5ZdAqS675pWThg6BYhWo5cuXo2HDhs4ExZrwgvCBotUqcn1CzGgFit6AV9eEp+MPlZGRgeLiYs/BnJRRheyQcqqa8FTy9DLNsHnyoBOzSZVssXn6IVBecaAI4m3C03Eip8cHWVqa/AVpwqtSpYpwNwQaXm4Dy5Ytc64XFIGi5zcdAiUKHptMqJAKFGnMe/fudTp0rE7kJE/SSMNyIgfkgyVRZkQ7rpNGF1YYA69NYkW/o8EOsrwVhKtWrXK+k/2cVBUor7cskQIlM+GFoUDRAzRLkmiotlFAL5o6rUAtWbIELVu2dMWT0iVQOj5QXia8I4880vmNLoHS2RdPRVGm8/SrQPE2M9cxCwZBoOJhwgtKgZL5QNWpU8c5ZhSoCFTVGnp84I3lQ4cOddIFtQqP9Nvq1atXOAWqQhIoMtnt3bvXebsUTSxsRxN1PGIy2759O4BgFSgyOJIykpgcNMi5sWPHSq9P4twEpUDFwweKHcjvvPNOV8BDXQWKJjuxmPDoOqnuIl5eFKiioiKXAjVr1iwAwLx585yXBNYHSjSJ83ygvBQLngmPJlCdOnXCo48+is8++0xpFZ5fAkWgGtTPL4HiPRcdHyhVAhWWE3ky+UDRK13pvu7HByreChSdzuuFkK6DV7tTrS+NwsJCocpTu3btwAJpkpf+rKws1/W8AmSaMAYJArsEk0RdFqWlIWK9hED52crFS4H666+/ABzc8f2OO+6Icg5lJ1FC5FiQfaLiHUgzFhMeO+iOGjWKm5eqAkXL5DoEShZIU/VtUKfT+4lb43V9VQJVUFDgUqDoupIgrn4UKHLvReYEVRNeWloaHnjgAVx44YVKChTdNvyENFBd5aSSTocYqabzCpBIEJQC5TeQZpg+UKTfklAvQLgKlGq8KEBdgaLHHi+Tm871Vfs9jcLCQkyePBnVq1d3mcwBoE2bNlFz4RtvvIHjjz/e2QJIdRUeIVDVq1d3pZW1FcAoUAkF3aBlD4LtaKIJkA1Qp2KaIQ55IpbPNjzSoerWrYvHHnvMdY6tQ6VKldCzZ8+oPMngkmgnctGAu3PnTjzyyCMADt4XL8WATJxeJgdSZ78ESuZE7pdABaFAsedkg6XqxFFYWOhSgPr37++cYzeyphUoXruiVSXST3bu3Mm9rqoJj4ZfE15paSlWrlyp5BsSpAJFwLYTkZk2SBNeouNAxcMHilagksWERytLqsTZq136jUOliqKiInTt2hU7d+6MWunL23j4mWeewYIFCzBs2DAA6goUqSfr2+v1omN8oBII+mHJVAG2o3kpUASyQY+2c9euXRsnnHACN52sgbB7m7GKVGlpKT766CO89NJLuOuuu5zjJJJ5WE7kZND9+uuvMX78eGEeooH066+/dj7TPmCyMpA3mOLiYk8frPT0dJeTqdfAIzP3BWHCk12fvrZswKc3owbkiwxkpuorrrjC9Z2UdceOHa60Xbt2de1DWLlyZWRkZLhiNtGg770XgVI14dHQDWNA2skbb7yBww47DNnZ2ViyZInwt6Q8KoiFQImejY4J7+KLL3Zt4cQimX2gVPc0E40F5D4FqUAFZcKj+6SOCixDPBQo8lvWR69Dhw7CeZOUW9eEx45bXi/ORoFKIMImUDL2TKtVtWvXFjZu2USYm5uLTz75xPl+yCGHuM6XlJSgevXquOWWW3D88cc7x3NycpzzIsSiQBF1omfPnrjuuuvw77//ctOtXbsWEyZMiJr06Lcucm748OFo1KiRY5akgygCwFNPPeW5xxptLqUJVBg+ULLBjFUZZAM5PWh5Dfj0edEWL4B4IN26dSveeust3H777QCA7t27O2VlycW6detQqVIlh+zSJnGeEkJL+aSfeClQrAmPjrov6pM6/jUlJSV44IEHnO+PP/64dMBWJUaq6gIvregZ6xCoU089Fc8884wwXVgKlKoJb8uWLRg1ahQ3oKaqCc+LQNHjJj3u6MRYUilTGE7kNLwUGJ2Nd/0qUASWZTmfX3vtNTRu3Fg4b5L+yFs8Qh8n8EugZAtrkgUpQaBkTFbVB4o14RGnWx5oBUo2McomQgDo3LmzUyZWJaAHrt69e+Pyyy/H3Xff7bkKCjjYcHXe7Ek99u7d68qbbC3DXu+PP/5Av379MGTIENdx0YaxmzdvxqeffgrgYMdZtGgR8vPzceGFFzrXnz59Olf6/vPPP526eb0NxtOJXPb86TdpLwJFDya6ClSHDh1Qo0YNpKenY+TIkdi1axcuueQSp6xsdHsW6enpUkduHQWKZ8IbOnQocnJysHjxYgDR98IrXhXAV0obNWrk+i4zg8VDgRI9Yx0THnm+ubm53HQ6CpDO5syqCtScOXNwxx13oFu3bp55ql6bgNxPUSDcRPpA+THheREIOh8v9S5WAnXSSSdh1qxZmDt3Lq677joAYuGBHKf7PX2vhg0b5ppTaCdy0fV5MAQqgfCrQInSsgoUcbTlgSZbso4smwiBiDlu6dKlWLNmDX766SfXObpDVatWDe+88w6eeeYZp9OpbCZMJnCRQzqdlpDCyy67DL169XLOk734SGdi799nn33m+i4iUMDBSYLucMQkSe7j2WefjYsvvjjqtyeddJLz2S+BUjXhyQYrHQJF6gZ4DxZ+FKisrCyMHz8eH374oSsN8REj1xw3bpz02m3btpUqUDwfKJbw89KSezV79mzs3LnT2a9P1Cd1YxwddthhzvdNmzZJXxSS3YRHR3MGgGnTpuGuu+7CNddc40qXaB8ogn/++Uc5rSidyuIJui8EbcKjn7VX2XXMfQQ6q0W9rq+jjBKwbaVjx45o37698100F5Jy032ZHb9atWrlzJF+FSg/KwvjjQpLoGgVKAwTHiEOXteWdSYvAgUALVu2jNqgFhATJJVYUqTh+iFQAPDFF184n8mea+yKLQKWMNHfadMjcFDdIAqTyBT3zTffuH63YcMG1/3wktPZQJqitHSedLvQCTkQlAJFt2FVBSorKwvXXnuta39FUZ4iDBw4ELm5ucoKlJ9VeAS7d+8GICZQOia8wsJCbNu2zfm+adMm6Uo21QkoDAVKZ/Ijz7dNmzZ47rnnHJM9QaJ9oGRQdSIn1yL7JRLQn4855hgAwEUXXeQc80OgVKFDoIIy4elcPxYfKBFEc+Ho0aNRWloqVKAAIC8vD/Xr18e+ffscNZqNxq8TxiFZUWEJFD2wyEx4rP1W1YTHEioaQZnwaLRs2dL13YtAzZw5EyNGjOCSI1aBoicaUVq6TjQ2b94M4GAHZ+skIlAdO3bEzTff7DonI1Dsfdy6dSs2bdqE4cOHRykoOg6dQStQ7GCiGpXYa7CggweqKlDs5MpCRSI/8cQTAUDZB4oOYssDz4THIggT3oEDB1zteuPGjVIClew+UARse2LzDItAqfpAycCL0yZLR283BLjv04wZMzBnzhx0797dOaZDoHQJh9dk78f/KkgFKlYTHg+yF6zdu3e7+r1oLJk4caLTD1lH9Ypgwkt+iucT9OTh9aadlZXlbOehGsbgrbfeEuZHT3axmPBofPTRR67VfKIOdeyxxzqfBw0ahIULF0YRjFgVKBqkc7D7phGICNQll1wSNYEeOHAABQUFKCoqcq0SA6IHCNr8xcJrKxcRYVYNY6CiFokcomnQZfPKs2HDhli4cCEAdQVKdo9IOb1A3lJVFSivkAM8Ex6LIEx4+/fvjyJQPLMSQbL7QBF4Eah9+/bhzjvvRNWqVfHkk0+6zoWpQFWuXNlzVRl5RtWqVVMKikomZt42OnXq1EGHDh1cv9Ppo2QLH1UkWoHScThXhZcCJRsftm7dKlWgCJYvX16hCVSFVaBohchrohBtTkkjMzPT9ebftm1bYX6qphl2Iuzbt68wLdv4RB26Zs2ajrwNRJw6WZDBi2wHI1OgyHW8CJTIhMeCtoez9+aRRx7hqk+AnpxLDybx9oFi06rGd/KqH+0QrUqgaCLPg9cAlZubi0suuQTAQQK1fv36qHQ0KSJlExEomQmPQGbC++qrr3DMMcfg77//5paBXH/y5MlYsWKFK80FF1zAvR4puwoS5QMlyoO9Vzt27MDIkSPx1FNPRT2DMDYTJulUlpyLFCj2ntI7ONBt1Ove6yhQuj5DOgpUeSFQsfggbdu2TYlArV+/3hAoy7KGW5Y127KsiZZlVaKOn2dZ1s+WZc2xLGuULI94Q9WEB6gRKEDdOZx+85elY00sb7zxhjAtS2Bk0jlNHnlvGURxIk62KiY8VoFj8xIpUCxoAsXrICICpTNAqJrQAPmbYxAESpZWR4ESbV/Bgq6PrgLF+kqtXbvWGfRIvzj33HMdtZaAp0CNGzcuKh2dVseERytQ5513Hv766y+ceeaZ6Nq1q+N4zrY/3gbbMgRhwmOfdSJMePS4sHr1agARM/szzzzjhBYgbURlKxd2v05ROh0CRa9Y44Fcq1KlSlrKTpgmvGR3Ive7lYsMvD5BFuvceuutzrwhM+GtX7/eeenSJVAVwgfKsqzjAOTatt0RwCIAvanTCwB0sG37dAANLDqYRIKhY8KjCZQsrapzuKoCVbt2bRfZUfWXAeQEiiY7y5cvx5IlS3DgwAE888wzWLZsmUN6mjdvDiBCgkT5kUFW5E/DmvC8/LroqLS8exO0AsUbdG+99VYAwFVXXSVN69eE52eLFq+3LZo0ydLSbdTLB4qu06GHHhpl8hFd/7XXXsPatWud7zwfqKKiIvTr1y8qH3piVlWgSH0XLFjgHNu4cSN++OEH5xqqCqgIQTiRewVRDduExxLrVatWYcSIEbjhhhtwzz33OHGxyP1UWbFH8t+yZQs3GKkfAuWVlpQrFgLlRWKCVqDKoxO5DoFr3LgxHnjgASce4Zw5c5wtXXir8Ajmz5/vrCAn24ypXr+iKFCnAZhW9nkqAMfwbNv2atu2yV0oAKC+2VHICEOBoid12aCns7qKjTAuAjs4qypQADBkyBBnEO3bt69Deho2bIhq1aqhqKgIDRo0cGIp0SCdvEGDBtxrbdmyBYA7jIGsMxOClJ2dzb03o0ePBhCbAuVlwuvWrRs2btyIN954Q5r2yCOPdD6HYcLTUaBUSRlNnr2cdek8mzdvjr59+wrNXHS/uOuuu3D44Yc732kFiiYwH3/8cVQ+sZjwZJAR+Hnz5nn+PggTnl8CFZQCxSo7Z599NgYNGoRJkya5jhOSzVMICVgCNWTIELRu3RqrVq3iplPZdoOMJV4KlF8CRZ/3ep66BMqLwCTaiTyIMAYyvPLKK3j00UfRpk0b7rXZtv3LL78AODg/9OjRI2ohVEUgUCqv9bUBEMeHHQCiHCssyzoJQAPbtn/jnOsPoD8QWRLNC7AWNAoLC10Pp6ioyGHLPNAPas+ePcK0dDpZfnTDLCwslKaliZAsHYuCggJu+sLCwqjORAJUAsDPP//sKE8FBQWoWbMm9u3bh/z8fAwYMAA33HAD0tPTcdZZZwE46MsiIpYrVqxAXl6eE86goKAA2dnZrjhAdDkJeduzZw832OKLL74IIHKvde4HKeOzzz7rMknu27dPmM+6detcfiLbtm1zpe3WrRsefvhhnH766Zg6dapzfPfu3dKy0fc/Pz9fmJYup1eetDN+fn4+9+2VbfcHDhyQ5kk78mZkZGD9+vUYPXo0unXrhpYtW7p+y9uyg5wnwVQLCwujwhew1yd13r17t5AYsfdCFjKEXIM2+9Bo0aIFmjRpgrlz5+LUU091nUtPT3cmpr179yq1N7aN0GCvvXHjRtd9E02CXs+exo4dO1xp6futupF1Tk4ONm7ciPXr1wuvS0JKVK1a1dVHvvvuO5x99tnOd/LseaRB9OzZtOy9J+pmWlqaiwjt2rVLWN7CwkLXYhiv+0nnq3Lvd+7cKU1HiAIQCZmhssJaNIbzsHXrVmnd6X6vmqdqmwcioWLy8vLwn//8B48//rjrHFmJTYMlsB07doy6lle7p9udrO6684QuREFrATUCtR0Aea2tBcA1mlmWdQiAkQB6gQPbtscCGFv2VX3NawzIy8tzvSHn5ORIbwKtGDVu3FiYlrbhyvKjHX6rVKkiTUsPurJ0LDIzM7np8/LyPH1fyFvkUUcdhXr16jmD4Ny5czF37lwAkYG6Zs2azpvFEUccwc0rPz8fS5cude5NVlYWcnNzXQSKLidZqdOiRQvnujzUrl3b9TsVE8EjjzyCXr16uSJr16pVS3pfaaWyQYMGUWkfeughAAffqICIb5EsT1qFyc3NFaZds2aN87levXrSPOln2rRpU65PWl5enksmr1OnjnKedJ14/kM8c2CjRo2QkZHh5FO1atUoRZW9Pil3zZo1hZMMey9kakJ6erorLau+/vLLL8LnVaVKFWeQzs7OVup/sufEqjC5ubku5VakvHi1URr169d3paWfYY0aNaR9iqBx48ZYvHgxdu7cKbwuKWtOTo6L6LPXJ2MJ71myeZM07DMiYwYBGTuqVavmevbsmEAjLy/PtWjC637qjrvVqlWTpqPr36RJE6U8S0tLlZ97jRo1pHVnxxwVpKWlKaclbTQ3Nxd33HEHRo4c6Zxr1qxZVNs+/vjjXS8oF110UdS1RHMYAd22ZXXXmTeDhoru9xOAs8o+9wDwIzlhWVYNAO8DGGDb9qbgi+cfOiY8ep852Vucqn8F/YYl2tKCQMf/gYbMhOclkRPUq1dPSLbI6iuidNCkkMW3337rMuM0btzYdZ5+O6J9nGQSLXuvVXygyATm5QNFQzWtzoq5MFbh+THheSkS9PnWrVtL0/L6ECGqPB8oEYI24ZWUlODSSy911Ae23dA+YWPGjHGdo+tUEU14IpAFCbRqwoI8J3bxishPUOUFR9VPjSj4mZmZWtupxBKjywthmPAS7QOls1kvbVV5/vnnXWF8GjRoEGWeI5uPE/DGl5RwIrdt+3cAGy3Lmg2gLYBPLMt6tez0HQBaAHjJsqwZlmV1DqugutBxIqcfrqxRqQ5QNGQxlmKBrEOpED2yUbHo3kybNg3Vq1fHr7/+CoCvQJBNTbds2eLazJclW7SZgSZQsg7CbiisMkCQZ+flA0VDdYDWWdkXtg+UjHjSBMrLh4A+f/TRR0vT8up81FFHAXD7QHn1NZVVeGw/88rzgw8+cD6zSghdx5tuugl33XWX810WhV50PBYCFXYYA974dPnll0cdq127NtLS0rB9+3ace+65rgUBBIQYsUone32SLiMjw7NfiHyg2HsahA+UF4IOpOnHiTxRgTSnTZuGY489FhMnTlT+DesvRZenatWqjusFD9WqVePeE517mqxQoni2bQ9mDg0oO/4YgMeCLlQQUN3KBYisQCKQESg/D1S2/xYgDg/ghVNOOUV4jrf1CwuyBYLsLZQuO+8eEpKzefNmV/RgVoHatWuXI9vTTuSyTk8UMAKVtxE/BEo1rV8FKqg8VdOq7gHJnmdXebIQEYf9+/dL98RiobIKj8Qn45WzRo0aUudnenLOzMyMKrcoBpioftWqVXO9AMgmR3bsSAYFavTo0bjooovwzTffOAF1MzIyULlyZRw4cACTJ0/GTTfdhC+//NL1O/JM2fFJpECR50nGDF67J4SBfcFj1XSaQNHPxes+xbKa0Qs6YQS8ytGsWTP8+++/LjeTWK+vU59u3bq5VrSqgFWYWEJVv359PPjgg3j00UedYxdeeCE+//xzXHvttdw8veovi7WYLKiwgTTpwcRLqqTfWnX2zVOBV3Tel19+GUcffXTUShkvPPvss8Jz7AajMngpDwQ8Ux8hap9++inuuOMOAHwT3pQpU9C4cWN8+umnzgBbrVo1V9R0goYNG2L58uVRUYZFPlg0iKKgoxb5MeGFoUB5tVF6UJYN0KrhDthyeqUVEY/ff/9dS4FSMeGxBIou26WXXirNn56ceXXyQ6BEv2fRrl0713e2PZEoL2ybkOXJrn5l2x7t88YS4vnz5yMnJwcXX3yxq//MmjXLlZYXHFWkQImCcWZmZnqamUUKlChPVoHyIiaxBDn1gpdaQl/bK+20adPQt29ffP7558rX99oyR2V89IO//voL7777Ljp27Og63rt3bzRt2hR33323c4yNLv/WW2/hlVdecSwVBH/88Qduv/12PPXUU9Jrn3nmmXj77bejguYmEyosgdKxndMEKmgFyotAHXnkkfjzzz9x/vnne+bVuXPEQjpu3DipclWtWjXYtu18J0tPCem6/fbbnXOjRo1ybcgpAo9A0b5jGzZsABC516wz7YABA7BhwwZcfPHFACKTHFnyznb84uJiJ8Anja5du3qWkadAeT17VWLkNzhnUHGgVEHfey8yo2oWBMQbMJ966qmOQhOLCa9Hjx7OZ3pRByAmmrRyTOD1MqRKoO68804AwL333utJtJYuXYqPP/4Y55xzjus42/YefvhhPPHEE1FbyvDa05w5c3D++edHBddl055xxhl44YUX8Pnnn7vKecIJJ7g266b76vbt2z2fEyExrOmeVR5otcjrxUGVQPk14SVSgaLhRaCOOOIITJw4MUrV4eHpp59Gq1atPAPD3n///Rg0aJBr3A8Cbdu2xWWXXRZ1PCcnB6tWrXKRI3afzBo1amDAgAFRiuMxxxyDkSNHRgXW5OGKK67ghk5IFlRYAkV3Ji/2Tj/goAkUb/NVv5g8eTJmz57NDVDIol27dpg0aRIWLlyI+fPnY+XKlRg0aBBWrlyJ4cOHO+lq166NUaMOBpEXTfiVKlVyflelShW8+uqraNmyJU4++WRXuoyMDPTo0UN6r+hJju1c+fn53N/4JVBhKFBBmfDoc6pL0L0QDwXqo48+cp0jxFgWkZhApECNHz8e3bt3R7t27aQLFkpLS7Fu3Tr8/fffXPXUy4R5ww03AAD69evnulfs5Pvcc89hyZIluOuuu1wTPm+SbtmyJS6++OKoFwe2PWVlZWHIkCFo1aqVq2y8cnbo0AGTJk2KMnOw7SktLQ233norLMtyjV1snvQ9nTJliuv8r7/+in79+rlIAll5x0anVyVQvHYvIlAsOaGdyMMiULoKlI7/a5C+O4MHD8aSJUs8V1ZnZWXh2WefjVJBwwR7v2X7G1ZUVFgCRcOLQIWpQAVJoLKysnD66acrd/7zzz8fRx55JCpXruzEfmrevHlUHek3/p9//lmY3z333IPi4mLs378f/fv3BxCJC0MjPT0dhx9+OLZu3cp9cwHc/jYsgfq///s/7m8OO+ww/PDDD873Cy+8EN988w2uuOIK5xhvFV5QPlA6UY79rMLzIlCqk4NfpUynbXfr1g0lJSXo3bu367jMr2nNmjUYM2aMo8iyClTlypUxdepUzJs3T9q+S0pK0LhxY7Rp0ybKVAx4m/BatWqFffv24fXXX5duJJ2WloZWrVohLS3NNXnKysYSKNk9VSWvbJ6yZyrLk75Xxx57bNRzmjBhgksZI76R7D0OgkCxfV5EoFgFKsjo4qppP/zwQ3Tq1AkPPvigZ9oxY8bgvvvu4yqjqYBUJFDJv04wAHhJqqqOt2GY8JIBVatWxaZNm1ClShXUrFkTX3zxBYYOHYr7778fY8aMcTl0swNPdnY2Dj30UCemETmfnZ0t3EqEJqwkYB8Q8aU688wzheXs0qWL87lOnTro3r27Sw0hE6IOifCzCi+oMAY6CpTXSwABTbR0ll7rKFDkO/t8eSa83bt3Izs724kPRVa8smSLOAx7EUW6Tv369cOkSZNcCyFosiO6p4SUqIYx8FKg2HwJZM8+OzvbafuyZ69DoGQKVOvWrfHqq686PlO8a+bl5TmqXqwESmbC0yFQ9P326iMq0dAJVE14l1xySdSCFhFuuukm5etXRKQigUoJBcprIglDgfITlyORqF+/vuNXdd555+GPP/5Anz59MGPGDE/7O61g0fUmph0W9P0eOnQogIgJp1evXsqrEslgSa/I8uMDFYYTuSopC8OER0NnA1QvUsgjDqwPA49AXX/99a5yLF68mJtWdYEGTSQ7dOiA/Px8PP30084xHRNmmASKtwKQBn3vZM+eHY9k98mLEPfv39/ZCUJEoBYtWoS8vDwn+jtrwmNfCP0oUOyKT5aUiZzIvfrIeeedh7POOivKaZkHsmURG53ewD8SGdAyUUgJBcrr7Z0d+ETQIVD0kt6KjlatWmH+/PkA3FGGzzzzTJxwwgnOOQKaQPXp0wc9e/b0XEZPMGrUKIwYMQL33XcfAPegSshKosMY0PnIJlEdJ3I/AVe9lNdYFCj290Dk/rP38IMPPohyhCb50eRAtW/xSCFNcHSc6FWvTysmqgTK69q0eqdjwpOpLDIFigXv/HXXXQcgsmBk7969qFq1qiu6NyAmO5mZma6yyQgU23/YsBQiBUrFp+/bb7+VpiF4+OGHccIJJ8Rla7FUwYMPPoh9+/ZprQIv7zAKFNyDoiwIpQ6B6tu3L4CIr05Fx3HHHed8JoMwAc8fgCVLquQJAG677TasWrXKedt55JFHnHPE4TbRgTRV1cdkUqD8mKfZ1ZIZGRlcgsHzA2RNeKoKFK9OXbp0Qc2aNXHsscdqkRhVtYomaLJ0OoRQVYFiz8mcmb0c02X50iDmu/3790cpYOxLIU126BcjGYFiz82YMYObZ2ZmpuO76VVmXVSpUgV9+vRRWglmoIZatWphzJgxUQuLKjJSgkCp+I/Yto2ZM2dKJ/Orr74a6enpGDBggGd+o0aNwocffog333xTq6zlEcccc4zzmY5LA0TvewX4i+guQosWLbB3715s377deav3S3aCUqBUlzzrOJH7QdgK1P/93/+5Fgqw234Q8AgUu4O7qlMvry8fffTR2Lx5Mz777DPfJjxVAiUz8etcW3WnBFapk/UdOp3XbgSq7Y1Nd+edd2Ls2LHOdxGBkvlA8frZyy+/zM2zU6dO2mU2MIgXUoJAqUxo7dq1c3VWHpo0aYL9+/fjlVde8cyvWrVquOSSS3xHGi9PoBUo1sRAkysCv/v/iVCtWjUXUQsjjIHOaiDVlZc6CpSfe6YzifohUFlZWRg2bJjzXdTWRQqU7lJyQPwyVLlyZVSpUiUUE54fAuV1bbq9et17Ol+ZCY++ZhAE6s033+TWl36BDIpA3XzzzY5/FfnP5lketvYwSC1UaAL19NNPo0mTJhg8mN2Jxj9MJ45G06ZNMXPmTPzxxx9R5+68804MHToUn376qXOMDZQYNMIOpOmlQKkSqDACaQKRCMB9+vQRhoTgXdPv9WkfGRGB4q3O8UugvF6GyosCpbJakJdvGArUaaedFnU+MzMTV111lbBshDjRBMor3IOMQAHAv//+CyCyNRQQGSd0SKmBQbxRoQnU4MGDsXbt2pRcHRBvdOrUias2ZWZmYtiwYejVqxdGjhyJ1q1bOw7gYSHsQJpeeaqGrtBRoPr27YvmzZtjyJAhnvleeeWV+OCDD7QCafpZhQe4SZPovvC2mUhPTw+FQOnsBZgsBEqH6Kk6kXsRKPqadGBdAto5nIfBgwfjlVdeEa7C4z0nOk9eW8nLywNwcGuZxo0ba91TA4N4o8KvwgvaXGTgH7fffrtrG5mwEDaB8pqY/ZjwvCaHWrVqYcWKFYG2Z79budCg75koirwoPz8Tos6uAjrKjiytKoHS2StTp5z0vVcNpOlFoGiw++2Jrg1EFg6sWLHC2b2ABNRlQw7wCBStQNWuXdtpLyeffDLmzZuHt956C8XFxXj11VcBRBMoo0AZJBsqtAJlkJrwG7OJ9reQpZNNOIC6AqU6MfLSB4FYfaBYEMfoBx54wNloWoSMjAwceeSROP/8810bknpBR4HyqhPt9B6EAkXfIy8SrWPCU33usi2SWND3kV74ce211wJwr24l6N27N6688krXMbI7QGZmpquPFBcX49Zbb8WVV17p9AeaQNFby5xxxhkAItHQzzrrLFe5DIEySGYYAmVQ4eA3kCZvxSABPYl5kQM/2/fIJuawEIQCBUSWoV911VUOEXr00Ue5/nA0cnJykJaWhkmTJikFPiTwIlA6xKRhw4bO5yAIFA0dAqVj7pNBtkUSC5H6OXjwYPz7779cM3taWhoGDRqEY4891jlGdiCoVKmSa2Xh/v378dJLL+Htt9/G5MmTAbgJVIcOHQBEiJfIxYINS2FMeAbJBkOgDCocVEkR4J7oZP4l27dvdz57mWpuvPFGAMDll18uTQcA7733HsaPH69lcgkKOkqdDJ07d8abb77pmkBpcsKD3/g7Xv6MOgpUshCoWGI20dAhUGwbXrlyJb777jscddRRaNq0qbCN16hRAwsWLMDjjz8O4OACgUqVKjnRvQG4ttchzuE0gXr66adx66234ueff3btZwlE+uEvv/yCjIwMo0AZJDUMgTKocKBVJ7L3mgj0XnwyEAd5OrCfCJdffjkWLVqkFAPs0ksvdcwm8QY9SXqZiXTNh2lpac7+dzzoEqg5c+bguuuu89zUVce3KEwC5WXG1VGgVNsoTaBEMbkIWMLcvHlzdO3aVfqbHTt2OJ9ZVaxSpUpo164dJkyYAMBd/40bNwJwE6iaNWvihRdewIknnog6derg0UcfddL369cPlmUB0AsNYWAQbxgCZVDhQE/2JDq5COw2EiLUq1cPmzZtwqJFi5Su37p1ay2n4kSgRo0auOeee7j+LizIlhc6K1p//fVX/Pzzz9xzugSqQ4cOeO211zwVRd7WPiLUrVvX+SwjMbSypvpMvRQo+npeYT127typdE3aB8pLAfSjOK5du9b5TKtNwMH6nH322VG/27RpEwB5GAM6qn2zZs2czzok38Ag3jAEyqBCYuXKlVi2bJnnW2vLli2V86xfv35CfJXCxPDhwz1VHSBCoH766Sf8+eefynnXq1fPta3DCSec4Hxm91gLCvQkS5bNi6AazLJx48ba1/fy1dqwYYPzWbZ4AYjsgAAgyoGbBa1Aefnp6ZB7okydeeaZzrHDDjsM/fr1c74TtZFHjtatWwdATqBatWrlfBZt8Kuyo4SBQTyR3K/IBgY+oWJqAyIrgN577z3X5G7Ah9+d6ydMmIARI0bgs88+w48//oi8vLy4xGZjN75lQRMOmSLDbk8kwyWXXIIPP/wwyq+HxQUXXIDBgwejT58+nnk+9thj6NSpk4vA8ECbu2h1jQcdBerjjz/G559/jksuucR1/PHHH8dvv/2G1q1bo2fPngAiymLlypVdJrypU6eiRYsWWLVqlfDalmVh8ODBKCkpcRzMCQYNGoS1a9fikEMOUS6zgUE8YAiUQUojLS0Nl156aaKLUaFxzTXXODu00+aZsOHlO0Sb+HjR0gmOOOIIPPzww0pK1Pjx43HppZeiY8eO0nRNmjRBfn6+kqJZtWpVnHfeeZ7piOpUrVo1T4VJh0DVrl2b66fXqFEjzJ8/33UsMzMTTZo0ccgSAf2dd+309HQ8/fTT3Os/++yzymU1MIgnlAiUZVnDAZwGYBWAfrZtF5YdzwAwDkArAL/atn1HOMU0MDAw0IOq7xAA7N27V3r+oYceUsonKysLvXr1UkorW/XpB1WrVsWWLVuUnK1vu+02vP76686K0SBBO7DfdttteOGFF1znY1nxaWCQTPD0gbIs6zgAubZtdwSwCEBv6vS5ANaVncuyLMufxm9gYGAQMHQIlEyBKk+oU6eOyzQpwrHHHotdu3ZhzJgxgZeB9icbNWpUlCm1ovkRGqQuVJzITwMwrezzVAAdFM8ZGBgYJAwqBGrIkCE47LDD0Lt3b8+0FQ3Z2dmhrGyjV9QBbof1Ro0a4cgjjwz8mgYGiYCKCa82gPVln3cAqMOc2yk4BwCwLKs/gP4AMHDgQGc5dJgoLCx0NqZMNaRy3YHUrn8q1x04WP8bb7wRr7zyCgYMGOB5P2655RbcfPPN2L17t3K8pWREMj37e+65B1u2bMGNN97olOmuu+7CiBEjcN999zmbBQeJZKp/vGHqHm7dZQteVAjUdgBky/VaALYqngMA2LY9FsDYsq9xWYcar1U+yYhUrjuQ2vVP5boDB+s/ZswYDBkyRBrIs6IhmZ59bm4uvv/+e9ex5557DkOHDg0tfEUy1T/eMHVPXN1VTHg/ASA7PPYA8KPiOQMDA4O4wysKukFiEBZ5MjBIFDwJlG3bvwPYaFnWbABtAXxiWdarZae/AtC07Nx+27bnhlZSAwMDAwMDA4MkgVIYA9u2BzOHBpQdLwJwTcBlMjAwMDAwMDBIapitXAwMDAwMDAwMNGEIlIGBgYGBgYGBJgyBMjAwMDAwMDDQRJrZ4drAwMDAwMDAQA9GgTIwMDAwMDAw0IQhUAYGBgYGBgYGmjAEysDAwMDAwMBAE4ZAGRgYGBgYGBhowhAoAwMDAwMDAwNNGAJlYGBgYGBgYKAJQ6AMDAwMDAwMDDRR7gmUZVlpiS5DImBZVtuy/+X+GfpFCj/7dmX/MxJdlkQhFZ+9ee6p+dwB8+yB5Hz25TKQpmVZ7QHk2LY9NdFliTcsyzoJwFAArQF0tG07P8FFiissy+oA4AgAb9i2Xf4abwwoe/ZDAPwHQAvbttcluEhxRao+e/PcU/O5A+bZJ/tcX27UC8I+LcsaAOArAOeV3dwKD6ruwwA8A+BbABMB1EhkueIFqv6XAJgA4CwAF9DnKiqout8LYDiA9wE8iAiBrvBI1WdvnntqPnfAPPvyNNeXGwIFoH7Z/ykAOgKYAcCyLCs7YSWKH0jd37Vtu4tt26MBtAeQDaSEGS+37P9MRAbSFwCcbllWHdu2Syv4gErq/p5t211t2/6w7FgRYJ59BX725rlHkGrPHTDPvtzM9Un/ICzL6mJZ1ncAnrIs6z8Attq2vRDAekQUmE4JLWCIKKv79zhY91XU6Z8BXAUAtm2XJKB4ocOyrJMty5oLYJhlWTcBOGDb9moAm8r+LgGAiijrc+q+gzq9BsC1gHn2Fe3Zm+eems8dMM++PM71SU+gAFwE4NmyvxMA9C87/iuAdQAOtyyrmmVZmUCFk3cvQsRkR+p+A3XuJwAbLMuqnIiCxQk9ATwNYACAugAeKDu+FhEC2dyyrHrEsbKCPXu27kOpc58D2G5ZVn3O7yoKUvXZm+eems8dMM++3M31SUugqJuzGkCWbdv/IGILPtGyrLa2be8D8A0iDe1TAA9YlpVWEd5MJHW3LMtqU3auGoBjbdsuSEQZwwRV/3wArW3bPoCIL0A7y7JOsm27EMCcsvPTAIy2LCu9gj17tu5WmUMpANQEUNW27c2JKGOYoMwTKfXsJfVOledu+rx59uVurk8qAmVZ1uFl/9PK7NzpADYDqGVZVl3btpcBmA3g9LKfHAvgfAC/AHgsGW6oX2jUvWPZT74B0MqyrOYJKXDAsCzrFNKRKB+HBWXnjiwbQMcD6F32k5MRefZfARhYnmVt3brbtv1r5FSkzZR3WJZ1jmVZTYCIeSJVnr1uvSvgc29KPqdgn9eqewV89tXL/pfruT4pCJRlWedbljUZBxtLqWVZmWUdxAbQCMApZcl3Athd9nkDgHNt237Qtu2ieJc7CPio+66ydMUAutm2vSr+pQ4OlmUdZ1nWDAC9AFQqO5ZZ1kGWANiGiBMpAPyFiC8AEOlsfcr5s9et+2rqba2LbdvL41zkQFFGIKYj8lZZuexYpYr+7H3Uu6I997Mty/oKwPOWZfW2LKsG4Pg1VdjnDviqe0V79udalvUegEcsy2pMjpfXuT7hcaAsy+qKiJ/PINu2Z1iWVa1MsoNlWS0BdAawHxGb6BIA3QF8b9v2mESVOSj4rPt3tm2/nKgyBw3Lsm4BsNS27Wllb16Lyo63QoRU/gTgUgArAZwKYJ5t208mrMABwkfdf7Zt+6mEFTgAUG+cvQH0AfAQgCsBbLNt+5myNBXu2cdY73L/3AnKfJc+QURdWQXgcgAjbNveVBGfOw2fda9Iz74ygLcBjAZwJIAmAKbYtv1zWf07oZzN9QkhUJZlVQFQ3bbtbZZlHQ3gHERYZw4iKw9GAdgLYBCAz2zb/tCyrMMQWYWwwrbtCXEvdEBI5boDTv2r2ba9vez7dQDaAjgekdUWvwD4B8DZAP62bft1y7IaIOJguM+27TcTUe4gkMp1B5z6Z9m2vdWyrEa2bW8oO34WgNMAPIXIcu2hAObYtv1GRah/qtabgG73ZS4H1wGYBGApgA8A3IiIT+eNAP6oSO0+lesORNW/DYABtm3fXkamXkXE72kWgOtRDue7uBMoy7IuAzAMwFTbtm8pO3Y+gKNt237CsqyLARyHCFNfaFNO0laSOI75RSrXHXDV/2vbtgeWHbsVkZhWzwFYgcgy5VqIvJmVWx8HFqlcd4Df9qlzFyBinrjTsqyqAIrLfEDKPVK13gSCMe8MRPxZLgAwF8AyRF4any7vYxyNVK47IKz/JwA+tG37A8uynilLOg7AqvI438XVB6pskMhC2XJ8y7J6lp36zrbtJwDAtu1PABwGoJlt2wVW2ZLFsnNJf0NFSOW6A1H1T6PqPwdABoBDy5SZtYi8eZVYllUpIYUNGKlcd4Db9s8u+0/a97cAuliW1dy27f22bRdaSbBEOVakar0JRGOebds/oGwlnW3bVwCYCoCYODNF+ZUnpHLdAW79zy07NQKRcARTAKQhYsarUzbfOfv8lZf5LnQFyrKsZgDuATAZEYlybdnx/yBi672aftu2LKsmgFcAjLdte3qohQsZqVx3wLP+lyFS/2LLsm5ApCMtQcSkudy27UcSVOxAkMp1B9TbvhVxni60LOthALZt218lrNABIFXrTaBR/8GILJz4DsBARHzBbktQsQNBKtcdUB/zyo7Vsm17h2VZjwOYYEdW3ZU7hKpAlb1FP4jIm3UjRJzHCL5HZFXFdSStZVlXIRK+fX55JxCpXHdAqf6bcDAw6LsAPkLEF2xueScQqVx3QK/tl5GISogoceV9hVFK1ptAsf4kOOK7iDhKP4yIk3i5JhCpXHdAeczrV5Y2DUBLy7K+AbCjvJInICQFyrKsiwDUAzAdwGu2bXctO/46Ir49z5bdxGYAHkckwuwkAJkA8m3b3sHPOfmRynUHfNf/B9u2/7QsK4O8oZRHpHLdAV/1/x+AGWX1r1Re/X9Std4EPtv9dNu2/7Esq7JdjoMBp3LdAd9t/xtEQlNk2La9m59z+UCgCpRlWfWtSIyLPgDaIBLPYpNlWdeWJXkEQG/LsuqX2ThrIuJE2wtAZdu2l5dXApHKdQdiqv+FAAoAJ7ZVuUMq1x2Iue2T+pc7EpGq9SaIsd0XA0B5JRCpXHcgpvpfBAC2be8r7+QJCN6EVwrgVdu2L0XE+74NIivKjrYsq5Ud2RTyGwA9rIjDXDtEYiCdYdv20oDLEm+kct0B//Xvatv24oSVOhikct2B1K1/qtabIJXrn8p1B2Kb75YkrNQBI2iv/y2IrDCAbdv5lmU1QiRy9lJE4hrdCKA2gAV2JJpoUsd40EQq1x1I7fqnct2B1K1/qtabIJXrn8p1B0z9AYTnA5WGSDyb92zbPqfs2KuIBAyrjIgz3S67nCxV1EEq1x1I7fqnct2B1K1/qtabIJXrn8p1B0z9w4w7kQlgjmVZ7RCJrDwewBLbtreFeM1kQSrXHUjt+qdy3YHUrX+q1psgleufynUHUrj+ocWBsizrHABfIBLr4h3btieGcqEkRCrXHUjt+qdy3YHUrX+q1psgleufynUHUrv+YSpQWwHcB2BUeV5t4BOpXHcgteufynUHUrf+qVpvglSufyrXHUjh+odJoObZtv1ziPknM1K57kBq1z+V6w6kbv1Ttd4EqVz/VK47kML1j/tmwgYGBgYGBgYG5R1x3UzYwMDAwMDAwKAiwBAoAwMDAwMDAwNNGAJlYGBgYGBgYKCJMJ3IDQwMDHzBsqzqAO4BsMq27Tcsy7oGkWjGg23bfjahhTMwMDCAUaAMDAySE9UBPATgmrLvMwFcBuDLRBXIwMDAgIZRoAwMDJIRdtn/zpZllQL4F0AzAIMBLLYsaxWAegDeBNAXwBwALwEYi8i4dq1t21Mty6oM4AlEyFcWgG8B3Gzb9uY41sXAwKACwihQBgYGyYj7yv4vRIT88Mx2WWX/5wLoCeBlAM8AaADgqbJzQxDZ3PRLACMBnAPglVBKbGBgkFIwBMrAwCAZMa3s/ybbtt8HsJuTpgTAnQA+Kfs+0bbtFwCsA9Ci7Ni5Zf8HIGISzALQLZQSGxgYpBSMCc/AwCAZoRLhd59t2wWWZRWWfd9R9r8YQAaVrggRIlVc9t28OBoYGMQMM5AYGBgkI3YiojC1tCzrCkT8n/zgK0ReFK8G0BSR3eIHBFJCAwODlIYhUAYGBkkH27YLEfFnygHwNg6qR7p4siyfjog4mZ+DyIo+AwMDg5hg9sIzMDAwMDAwMNCEUaAMDAwMDAwMDDRhCJSBgYGBgYGBgSYMgTIwMDAwMDAw0IQhUAYGBgYGBgYGmjAEysDAwMDAwMBAE4ZAGRgYGBgYGBhowhAoAwMDAwMDAwNNGAJlYGBgYGBgYKCJ/we6bHJKj3xDtAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3 = EnergyDataset().load().pd_dataframe()\n",
    "df3_day_avg = df3.groupby(df3.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    "series_en = fill_missing_values(\n",
    "    TimeSeries.from_dataframe(df3_day_avg, 'time', ['generation hydro run-of-river and poundage']), 'auto')\n",
    "\n",
    "# scale\n",
    "scaler_en = Scaler()\n",
    "series_en_transformed = scaler_en.fit_transform(series_en)\n",
    "train_en_transformed, val_en_transformed = series_en_transformed.split_after(pd.Timestamp('20170901'))\n",
    "\n",
    "# add the day as a covariate\n",
    "day_series = datetime_attribute_timeseries(series_en_transformed, attribute='day', one_hot=True)\n",
    "scaler_day = Scaler()\n",
    "day_series = scaler_day.fit_transform(day_series)\n",
    "train_day, val_day = day_series.split_after(pd.Timestamp('20170901'))\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "series_en_transformed.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8ea97726ce94028bcfca94e27a1fe67",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/20 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: -249.5194\r"
     ]
    }
   ],
   "source": [
    "deeptcn = TCNModel(\n",
    "    dropout=0.2,\n",
    "    batch_size=32,\n",
    "    n_epochs=20,\n",
    "    optimizer_kwargs={'lr': 1e-3}, \n",
    "    random_state=0,\n",
    "    input_chunk_length=300,\n",
    "    output_chunk_length=30,\n",
    "    kernel_size=3,\n",
    "    num_filters=4,\n",
    "    likelihood=GaussianLikelihoodModel())\n",
    "\n",
    "deeptcn.fit(series=train_en_transformed, past_covariates=train_day, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "92653e1e76b947bdb0a984458d681613",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/83 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_en = deeptcn.historical_forecasts(\n",
    "    series=series_en_transformed,\n",
    "    past_covariates=day_series,\n",
    "    num_samples=50,\n",
    "    start=0.7,\n",
    "    forecast_horizon=30,\n",
    "    stride=5,\n",
    "    retrain=False,\n",
    "    verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "series_en_transformed[1000:].plot(label='actual')\n",
    "backtest_en.plot(\n",
    "    label='backtest (horizon=30)', \n",
    "    low_quantile=0.01, \n",
    "    high_quantile=0.99)\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "d38ec2bcfb2a2a58cd89ea96ea15a213fe5121785395d0a379d8262791c28fd0"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
